Updated file structure and added predictor.py

.gitignore

@@ -0,0 +1,3 @@
+.venv/
+
+__pycache__/

config.json

@@ -1,5 +1,5 @@
 {
-    "model_type": "custom",
+    "model_type": "sequential",
     "input_shape": [null, 200, 89],
     "output_shape": [null, 1],
     "num_layers": 3,

config.py

@@ -0,0 +1,19 @@
+from pathlib import Path
+
+# Base paths
+ROOT_DIR = Path(__file__).parent
+DATA_DIR = ROOT_DIR / "data"
+
+# Model paths
+MODEL_PATH = DATA_DIR / "model" / "model.h5"
+
+# Data paths
+FIGHT_STATS_PATH = DATA_DIR / "preprocessing" / "fight_with_stats_precomp.csv"
+FIGHTER_STATS_PATH = DATA_DIR / "preprocessing" / "fighter_total_stats.csv"
+FIGHTER_DETAILS_PATH = DATA_DIR / "preprocessing" / "fighter_details.csv"
+MODEL_DATA_PATH = DATA_DIR / "model" / "df_model.csv"
+
+# TensorFlow config
+import os
+os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'
+os.environ['TF_ENABLE_ONEDNN_OPTS'] = '0' 

data/model/model2.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed7a99bb0c820ddac4c8be9c437f957ae097e61f3a3e56f1da2ec4570beb289b
+size 943608

data/model/model3.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fffe0f1c51af44cf3926b69034fa59c15aef95fdedce9cdb4689459e15bbb7b4
+size 942576

data/model/my_model_weights.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:afeaa7a14b17871a666ba03faaafdc4ecaa159ba6ef688eca103331f463032bc
+size 319128

data/model/my_model_weights2.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:713b36a829644311933b17cb448d85f52e64fccd1471254e4043af375101f4e0
+size 319128

data/model/my_model_weights3.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:146657604b67644b262ea38cd0c6dcdbe5802a6881af384612ef9145a4c38c6c
+size 319128

data/preprocessing/archiv/df_odds.csv

@@ -0,0 +1,166 @@
+fighter1,fighter2,odds_f1,odds_f2,bookmaker
+Jesus Santos Aguilar,Tatsuro Taira,7.75,1.1,SuperBook
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,Unibet
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,Barstool Sportsbook
+Jesus Santos Aguilar,Tatsuro Taira,9.0,1.08,LowVig.ag
+Jesus Santos Aguilar,Tatsuro Taira,8.5,1.07,Bovada
+Jesus Santos Aguilar,Tatsuro Taira,8.0,1.09,William Hill (US)
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,SugarHouse
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,BetRivers
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,TwinSpires
+Anshul Jubli,Jeka Saragih,1.83,1.97,Barstool Sportsbook
+Anshul Jubli,Jeka Saragih,1.83,1.97,SugarHouse
+Anshul Jubli,Jeka Saragih,1.83,2.0,William Hill (US)
+Anshul Jubli,Jeka Saragih,1.9,1.92,LowVig.ag
+Anshul Jubli,Jeka Saragih,1.83,1.97,BetRivers
+Anshul Jubli,Jeka Saragih,1.83,2.0,SuperBook
+Anshul Jubli,Jeka Saragih,1.83,1.97,Unibet
+Anshul Jubli,Jeka Saragih,1.83,1.97,TwinSpires
+Anshul Jubli,Jeka Saragih,1.87,1.95,DraftKings
+Anshul Jubli,Jeka Saragih,1.87,1.95,Bovada
+Denis Tiuliulin,Jun Yong Park,2.8,1.48,LowVig.ag
+Denis Tiuliulin,Jun Yong Park,2.65,1.51,William Hill (US)
+Denis Tiuliulin,Jun Yong Park,2.75,1.49,DraftKings
+Denis Tiuliulin,Jun Yong Park,2.75,1.5,SuperBook
+Denis Tiuliulin,Jun Yong Park,2.7,1.48,Bovada
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,BetRivers
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,SugarHouse
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,TwinSpires
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,Unibet
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,Barstool Sportsbook
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,Barstool Sportsbook
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,SugarHouse
+Hyun Sung Park,Seung Guk Choi,1.5,2.7,William Hill (US)
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,TwinSpires
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,BetRivers
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,Unibet
+Hyun Sung Park,Seung Guk Choi,1.5,2.55,Bovada
+Hyun Sung Park,Seung Guk Choi,1.55,2.57,LowVig.ag
+Hyun Sung Park,Seung Guk Choi,1.53,2.6,DraftKings
+Jeongyoung Lee,Yi Zha,1.42,3.0,William Hill (US)
+Jeongyoung Lee,Yi Zha,1.4,3.0,SugarHouse
+Jeongyoung Lee,Yi Zha,1.4,3.0,TwinSpires
+Jeongyoung Lee,Yi Zha,1.4,3.0,BetRivers
+Jeongyoung Lee,Yi Zha,1.4,3.0,Barstool Sportsbook
+Jeongyoung Lee,Yi Zha,1.4,3.0,Unibet
+Jeongyoung Lee,Yi Zha,1.4,3.11,LowVig.ag
+Ji Yeon Kim,Mandy Böhm,1.38,3.25,SuperBook
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,Unibet
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,Barstool Sportsbook
+Ji Yeon Kim,Mandy Böhm,1.39,3.15,LowVig.ag
+Ji Yeon Kim,Mandy Böhm,1.39,3.15,DraftKings
+Ji Yeon Kim,Mandy Böhm,1.36,3.12,Bovada
+Ji Yeon Kim,Mandy Böhm,1.38,3.1,William Hill (US)
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,SugarHouse
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,BetRivers
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,TwinSpires
+Adam Fugitt,Yusaku Kinoshita,3.4,1.32,Bovada
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,SugarHouse
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,TwinSpires
+Adam Fugitt,Yusaku Kinoshita,3.7,1.31,LowVig.ag
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,Barstool Sportsbook
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,BetRivers
+Adam Fugitt,Yusaku Kinoshita,3.3,1.37,SuperBook
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,Unibet
+Adam Fugitt,Yusaku Kinoshita,3.5,1.33,DraftKings
+Blagoy Ivanov,Marcin Tybura,2.3,1.67,SuperBook
+Blagoy Ivanov,Marcin Tybura,2.26,1.69,LowVig.ag
+Blagoy Ivanov,Marcin Tybura,2.25,1.67,Bovada
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,BetRivers
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,SugarHouse
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,TwinSpires
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,Unibet
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,Barstool Sportsbook
+Da Un Jung,Devin Clark,1.42,3.0,SuperBook
+Da Un Jung,Devin Clark,1.52,2.68,LowVig.ag
+Da Un Jung,Devin Clark,1.47,2.85,DraftKings
+Da Un Jung,Devin Clark,1.45,2.78,Bovada
+Da Un Jung,Devin Clark,1.42,2.88,BetRivers
+Da Un Jung,Devin Clark,1.42,2.88,SugarHouse
+Da Un Jung,Devin Clark,1.42,2.88,TwinSpires
+Da Un Jung,Devin Clark,1.42,2.88,Unibet
+Da Un Jung,Devin Clark,1.42,2.88,Barstool Sportsbook
+Derrick Lewis,Sergey Spivak,2.9,1.45,SuperBook
+Derrick Lewis,Sergey Spivak,2.95,1.43,DraftKings
+Derrick Lewis,Sergey Spivak,2.9,1.38,Bovada
+Derrick Lewis,Sergey Spivak,2.85,1.43,BetRivers
+Derrick Lewis,Sergey Spivak,2.85,1.43,SugarHouse
+Derrick Lewis,Sergey Spivak,2.85,1.43,TwinSpires
+Derrick Lewis,Sergey Spivak,2.85,1.43,Unibet
+Derrick Lewis,Sergey Spivak,2.85,1.43,Barstool Sportsbook
+Dooho Choi,Kyle Nelson,1.54,2.65,SuperBook
+Dooho Choi,Kyle Nelson,1.55,2.57,LowVig.ag
+Dooho Choi,Kyle Nelson,1.53,2.6,DraftKings
+Dooho Choi,Kyle Nelson,1.53,2.55,Bovada
+Dooho Choi,Kyle Nelson,1.55,2.48,BetRivers
+Dooho Choi,Kyle Nelson,1.55,2.48,SugarHouse
+Dooho Choi,Kyle Nelson,1.55,2.48,TwinSpires
+Dooho Choi,Kyle Nelson,1.55,2.48,Unibet
+Dooho Choi,Kyle Nelson,1.55,2.48,Barstool Sportsbook
+Blake Bilder,Shane Young,2.0,1.83,DraftKings
+Blake Bilder,Shane Young,1.97,1.81,MyBookie.ag
+Blake Bilder,Shane Young,2.0,1.83,SuperBook
+Blake Bilder,Shane Young,2.05,1.8,LowVig.ag
+Blake Bilder,Shane Young,1.97,1.82,Barstool Sportsbook
+Blake Bilder,Shane Young,1.97,1.82,TwinSpires
+Blake Bilder,Shane Young,1.97,1.82,SugarHouse
+Blake Bilder,Shane Young,1.97,1.82,BetRivers
+Blake Bilder,Shane Young,1.97,1.82,Unibet
+Justin Tafa,Parker Porter,1.69,2.25,LowVig.ag
+Justin Tafa,Parker Porter,1.71,2.2,DraftKings
+Justin Tafa,Parker Porter,1.66,2.19,MyBookie.ag
+Justin Tafa,Parker Porter,1.69,2.25,SuperBook
+Justin Tafa,Parker Porter,1.67,2.2,Barstool Sportsbook
+Justin Tafa,Parker Porter,1.67,2.2,SugarHouse
+Justin Tafa,Parker Porter,1.67,2.2,TwinSpires
+Justin Tafa,Parker Porter,1.67,2.2,BetRivers
+Justin Tafa,Parker Porter,1.67,2.2,Unibet
+Jack Della Maddalena,Randy Brown,1.33,3.45,LowVig.ag
+Jack Della Maddalena,Randy Brown,1.33,3.55,DraftKings
+Jack Della Maddalena,Randy Brown,1.3,3.41,MyBookie.ag
+Jack Della Maddalena,Randy Brown,1.32,3.6,SuperBook
+Jack Della Maddalena,Randy Brown,1.29,3.65,Barstool Sportsbook
+Jack Della Maddalena,Randy Brown,1.29,3.65,SugarHouse
+Jack Della Maddalena,Randy Brown,1.29,3.65,TwinSpires
+Jack Della Maddalena,Randy Brown,1.29,3.65,BetRivers
+Jack Della Maddalena,Randy Brown,1.29,3.65,Unibet
+Josh Emmett,Yair Rodriguez,2.35,1.65,LowVig.ag
+Josh Emmett,Yair Rodriguez,2.35,1.65,DraftKings
+Josh Emmett,Yair Rodriguez,2.26,1.62,MyBookie.ag
+Josh Emmett,Yair Rodriguez,2.35,1.65,SuperBook
+Josh Emmett,Yair Rodriguez,2.32,1.61,TwinSpires
+Josh Emmett,Yair Rodriguez,2.32,1.61,Barstool Sportsbook
+Josh Emmett,Yair Rodriguez,2.32,1.61,BetRivers
+Josh Emmett,Yair Rodriguez,2.32,1.61,Unibet
+Josh Emmett,Yair Rodriguez,2.32,1.61,SugarHouse
+Alex Volkanovski,Islam Makhachev,3.95,1.28,LowVig.ag
+Alex Volkanovski,Islam Makhachev,3.75,1.28,Barstool Sportsbook
+Alex Volkanovski,Islam Makhachev,3.75,1.28,BetRivers
+Alex Volkanovski,Islam Makhachev,3.75,1.28,Unibet
+Alex Volkanovski,Islam Makhachev,3.75,1.28,TwinSpires
+Alex Volkanovski,Islam Makhachev,3.75,1.28,SugarHouse
+Alex Volkanovski,Islam Makhachev,4.0,1.27,DraftKings
+Alex Volkanovski,Islam Makhachev,3.62,1.28,MyBookie.ag
+Alex Volkanovski,Islam Makhachev,3.9,1.29,SuperBook
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,Barstool Sportsbook
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,TwinSpires
+Alexa Grasso,Valentina Shevchenko,5.25,1.17,LowVig.ag
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,SugarHouse
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,BetRivers
+Ciryl Gane,Jon Jones,2.15,1.74,LowVig.ag
+Ciryl Gane,Jon Jones,2.05,1.8,DraftKings
+Ciryl Gane,Jon Jones,2.1,1.73,Barstool Sportsbook
+Ciryl Gane,Jon Jones,2.1,1.73,BetRivers
+Ciryl Gane,Jon Jones,2.1,1.73,SugarHouse
+Ciryl Gane,Jon Jones,2.1,1.73,TwinSpires
+Kamaru Usman,Leon Edwards,1.41,2.85,Barstool Sportsbook
+Kamaru Usman,Leon Edwards,1.41,2.85,BetRivers
+Kamaru Usman,Leon Edwards,1.41,2.85,SugarHouse
+Kamaru Usman,Leon Edwards,1.41,2.85,TwinSpires
+Kamaru Usman,Leon Edwards,1.41,3.05,DraftKings
+Alex Pereira,Israel Adesanya,2.14,1.71,Barstool Sportsbook
+Alex Pereira,Israel Adesanya,2.14,1.71,BetRivers
+Alex Pereira,Israel Adesanya,2.14,1.71,TwinSpires
+Alex Pereira,Israel Adesanya,2.14,1.71,SugarHouse
+Alex Pereira,Israel Adesanya,2.35,1.65,DraftKings
+Alex Pereira,Israel Adesanya,2.35,1.65,LowVig.ag

data/preprocessing/df_odds.csv

@@ -0,0 +1,166 @@
+fighter1,fighter2,odds_f1,odds_f2,bookmaker
+Jesus Santos Aguilar,Tatsuro Taira,7.75,1.1,SuperBook
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,Unibet
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,Barstool Sportsbook
+Jesus Santos Aguilar,Tatsuro Taira,9.0,1.08,LowVig.ag
+Jesus Santos Aguilar,Tatsuro Taira,8.5,1.07,Bovada
+Jesus Santos Aguilar,Tatsuro Taira,8.0,1.09,William Hill (US)
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,SugarHouse
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,BetRivers
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,TwinSpires
+Anshul Jubli,Jeka Saragih,1.83,1.97,Barstool Sportsbook
+Anshul Jubli,Jeka Saragih,1.83,1.97,SugarHouse
+Anshul Jubli,Jeka Saragih,1.83,2.0,William Hill (US)
+Anshul Jubli,Jeka Saragih,1.9,1.92,LowVig.ag
+Anshul Jubli,Jeka Saragih,1.83,1.97,BetRivers
+Anshul Jubli,Jeka Saragih,1.83,2.0,SuperBook
+Anshul Jubli,Jeka Saragih,1.83,1.97,Unibet
+Anshul Jubli,Jeka Saragih,1.83,1.97,TwinSpires
+Anshul Jubli,Jeka Saragih,1.87,1.95,DraftKings
+Anshul Jubli,Jeka Saragih,1.87,1.95,Bovada
+Denis Tiuliulin,Jun Yong Park,2.8,1.48,LowVig.ag
+Denis Tiuliulin,Jun Yong Park,2.65,1.51,William Hill (US)
+Denis Tiuliulin,Jun Yong Park,2.75,1.49,DraftKings
+Denis Tiuliulin,Jun Yong Park,2.75,1.5,SuperBook
+Denis Tiuliulin,Jun Yong Park,2.7,1.48,Bovada
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,BetRivers
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,SugarHouse
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,TwinSpires
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,Unibet
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,Barstool Sportsbook
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,Barstool Sportsbook
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,SugarHouse
+Hyun Sung Park,Seung Guk Choi,1.5,2.7,William Hill (US)
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,TwinSpires
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,BetRivers
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,Unibet
+Hyun Sung Park,Seung Guk Choi,1.5,2.55,Bovada
+Hyun Sung Park,Seung Guk Choi,1.55,2.57,LowVig.ag
+Hyun Sung Park,Seung Guk Choi,1.53,2.6,DraftKings
+Jeongyoung Lee,Yi Zha,1.42,3.0,William Hill (US)
+Jeongyoung Lee,Yi Zha,1.4,3.0,SugarHouse
+Jeongyoung Lee,Yi Zha,1.4,3.0,TwinSpires
+Jeongyoung Lee,Yi Zha,1.4,3.0,BetRivers
+Jeongyoung Lee,Yi Zha,1.4,3.0,Barstool Sportsbook
+Jeongyoung Lee,Yi Zha,1.4,3.0,Unibet
+Jeongyoung Lee,Yi Zha,1.4,3.11,LowVig.ag
+Ji Yeon Kim,Mandy Böhm,1.38,3.25,SuperBook
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,Unibet
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,Barstool Sportsbook
+Ji Yeon Kim,Mandy Böhm,1.39,3.15,LowVig.ag
+Ji Yeon Kim,Mandy Böhm,1.39,3.15,DraftKings
+Ji Yeon Kim,Mandy Böhm,1.36,3.12,Bovada
+Ji Yeon Kim,Mandy Böhm,1.38,3.1,William Hill (US)
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,SugarHouse
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,BetRivers
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,TwinSpires
+Adam Fugitt,Yusaku Kinoshita,3.4,1.32,Bovada
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,SugarHouse
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,TwinSpires
+Adam Fugitt,Yusaku Kinoshita,3.7,1.31,LowVig.ag
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,Barstool Sportsbook
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,BetRivers
+Adam Fugitt,Yusaku Kinoshita,3.3,1.37,SuperBook
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,Unibet
+Adam Fugitt,Yusaku Kinoshita,3.5,1.33,DraftKings
+Blagoy Ivanov,Marcin Tybura,2.3,1.67,SuperBook
+Blagoy Ivanov,Marcin Tybura,2.26,1.69,LowVig.ag
+Blagoy Ivanov,Marcin Tybura,2.25,1.67,Bovada
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,BetRivers
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,SugarHouse
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,TwinSpires
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,Unibet
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,Barstool Sportsbook
+Da Un Jung,Devin Clark,1.42,3.0,SuperBook
+Da Un Jung,Devin Clark,1.52,2.68,LowVig.ag
+Da Un Jung,Devin Clark,1.47,2.85,DraftKings
+Da Un Jung,Devin Clark,1.45,2.78,Bovada
+Da Un Jung,Devin Clark,1.42,2.88,BetRivers
+Da Un Jung,Devin Clark,1.42,2.88,SugarHouse
+Da Un Jung,Devin Clark,1.42,2.88,TwinSpires
+Da Un Jung,Devin Clark,1.42,2.88,Unibet
+Da Un Jung,Devin Clark,1.42,2.88,Barstool Sportsbook
+Derrick Lewis,Sergey Spivak,2.9,1.45,SuperBook
+Derrick Lewis,Sergey Spivak,2.95,1.43,DraftKings
+Derrick Lewis,Sergey Spivak,2.9,1.38,Bovada
+Derrick Lewis,Sergey Spivak,2.85,1.43,BetRivers
+Derrick Lewis,Sergey Spivak,2.85,1.43,SugarHouse
+Derrick Lewis,Sergey Spivak,2.85,1.43,TwinSpires
+Derrick Lewis,Sergey Spivak,2.85,1.43,Unibet
+Derrick Lewis,Sergey Spivak,2.85,1.43,Barstool Sportsbook
+Dooho Choi,Kyle Nelson,1.54,2.65,SuperBook
+Dooho Choi,Kyle Nelson,1.55,2.57,LowVig.ag
+Dooho Choi,Kyle Nelson,1.53,2.6,DraftKings
+Dooho Choi,Kyle Nelson,1.53,2.55,Bovada
+Dooho Choi,Kyle Nelson,1.55,2.48,BetRivers
+Dooho Choi,Kyle Nelson,1.55,2.48,SugarHouse
+Dooho Choi,Kyle Nelson,1.55,2.48,TwinSpires
+Dooho Choi,Kyle Nelson,1.55,2.48,Unibet
+Dooho Choi,Kyle Nelson,1.55,2.48,Barstool Sportsbook
+Blake Bilder,Shane Young,2.0,1.83,DraftKings
+Blake Bilder,Shane Young,1.97,1.81,MyBookie.ag
+Blake Bilder,Shane Young,2.0,1.83,SuperBook
+Blake Bilder,Shane Young,2.05,1.8,LowVig.ag
+Blake Bilder,Shane Young,1.97,1.82,Barstool Sportsbook
+Blake Bilder,Shane Young,1.97,1.82,TwinSpires
+Blake Bilder,Shane Young,1.97,1.82,SugarHouse
+Blake Bilder,Shane Young,1.97,1.82,BetRivers
+Blake Bilder,Shane Young,1.97,1.82,Unibet
+Justin Tafa,Parker Porter,1.69,2.25,LowVig.ag
+Justin Tafa,Parker Porter,1.71,2.2,DraftKings
+Justin Tafa,Parker Porter,1.66,2.19,MyBookie.ag
+Justin Tafa,Parker Porter,1.69,2.25,SuperBook
+Justin Tafa,Parker Porter,1.67,2.2,Barstool Sportsbook
+Justin Tafa,Parker Porter,1.67,2.2,SugarHouse
+Justin Tafa,Parker Porter,1.67,2.2,TwinSpires
+Justin Tafa,Parker Porter,1.67,2.2,BetRivers
+Justin Tafa,Parker Porter,1.67,2.2,Unibet
+Jack Della Maddalena,Randy Brown,1.33,3.45,LowVig.ag
+Jack Della Maddalena,Randy Brown,1.33,3.55,DraftKings
+Jack Della Maddalena,Randy Brown,1.3,3.41,MyBookie.ag
+Jack Della Maddalena,Randy Brown,1.32,3.6,SuperBook
+Jack Della Maddalena,Randy Brown,1.29,3.65,Barstool Sportsbook
+Jack Della Maddalena,Randy Brown,1.29,3.65,SugarHouse
+Jack Della Maddalena,Randy Brown,1.29,3.65,TwinSpires
+Jack Della Maddalena,Randy Brown,1.29,3.65,BetRivers
+Jack Della Maddalena,Randy Brown,1.29,3.65,Unibet
+Josh Emmett,Yair Rodriguez,2.35,1.65,LowVig.ag
+Josh Emmett,Yair Rodriguez,2.35,1.65,DraftKings
+Josh Emmett,Yair Rodriguez,2.26,1.62,MyBookie.ag
+Josh Emmett,Yair Rodriguez,2.35,1.65,SuperBook
+Josh Emmett,Yair Rodriguez,2.32,1.61,TwinSpires
+Josh Emmett,Yair Rodriguez,2.32,1.61,Barstool Sportsbook
+Josh Emmett,Yair Rodriguez,2.32,1.61,BetRivers
+Josh Emmett,Yair Rodriguez,2.32,1.61,Unibet
+Josh Emmett,Yair Rodriguez,2.32,1.61,SugarHouse
+Alex Volkanovski,Islam Makhachev,3.95,1.28,LowVig.ag
+Alex Volkanovski,Islam Makhachev,3.75,1.28,Barstool Sportsbook
+Alex Volkanovski,Islam Makhachev,3.75,1.28,BetRivers
+Alex Volkanovski,Islam Makhachev,3.75,1.28,Unibet
+Alex Volkanovski,Islam Makhachev,3.75,1.28,TwinSpires
+Alex Volkanovski,Islam Makhachev,3.75,1.28,SugarHouse
+Alex Volkanovski,Islam Makhachev,4.0,1.27,DraftKings
+Alex Volkanovski,Islam Makhachev,3.62,1.28,MyBookie.ag
+Alex Volkanovski,Islam Makhachev,3.9,1.29,SuperBook
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,Barstool Sportsbook
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,TwinSpires
+Alexa Grasso,Valentina Shevchenko,5.25,1.17,LowVig.ag
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,SugarHouse
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,BetRivers
+Ciryl Gane,Jon Jones,2.15,1.74,LowVig.ag
+Ciryl Gane,Jon Jones,2.05,1.8,DraftKings
+Ciryl Gane,Jon Jones,2.1,1.73,Barstool Sportsbook
+Ciryl Gane,Jon Jones,2.1,1.73,BetRivers
+Ciryl Gane,Jon Jones,2.1,1.73,SugarHouse
+Ciryl Gane,Jon Jones,2.1,1.73,TwinSpires
+Kamaru Usman,Leon Edwards,1.41,2.85,Barstool Sportsbook
+Kamaru Usman,Leon Edwards,1.41,2.85,BetRivers
+Kamaru Usman,Leon Edwards,1.41,2.85,SugarHouse
+Kamaru Usman,Leon Edwards,1.41,2.85,TwinSpires
+Kamaru Usman,Leon Edwards,1.41,3.05,DraftKings
+Alex Pereira,Israel Adesanya,2.14,1.71,Barstool Sportsbook
+Alex Pereira,Israel Adesanya,2.14,1.71,BetRivers
+Alex Pereira,Israel Adesanya,2.14,1.71,TwinSpires
+Alex Pereira,Israel Adesanya,2.14,1.71,SugarHouse
+Alex Pereira,Israel Adesanya,2.35,1.65,DraftKings
+Alex Pereira,Israel Adesanya,2.35,1.65,LowVig.ag

handler.py

@@ -1,19 +1,28 @@
 import tensorflow as tf
-import numpy as np
 from typing import Dict, Any
+from predictor import FightPredictor
+from config import MODEL_PATH
 
 
 class CustomLSTM(tf.keras.layers.LSTM):
-    def __init__(self, *args, **kwargs):
-        kwargs.pop('time_major', None)
-        super().__init__(*args, **kwargs)
+    """Custom LSTM layer that removes time_major from kwargs"""
+    @classmethod
+    def from_config(cls, config):
+        # Remove time_major if present in config
+        config.pop('time_major', None)
+        return super().from_config(config)
 
 
 class EndpointHandler:
-    def __init__(self, path=""):
-        # Load your Keras model
+    def __init__(self):
+        # Register the custom layer
         tf.keras.utils.get_custom_objects()['LSTM'] = CustomLSTM
-        self.model = tf.keras.models.load_model(f"{path}/tf_model.h5")
+        
+        # Load model using path from config
+        self.model = tf.keras.models.load_model(str(MODEL_PATH))
+        
+        # Initialize predictor
+        self.predictor = FightPredictor(self.model)
 
     def __call__(self, data: Dict[str, Any]) -> Dict[str, Any]:
         """
@@ -33,12 +42,24 @@ class EndpointHandler:
         if not fighter1 or not fighter2:
             return {"error": "Both 'fighter1' and 'fighter2' must be provided."}
 
-        # Prepare input for the model (replace with your logic)
-        input_data = np.random.rand(1, 200, 89)  # Replace with real pre-processing logic
+        try:
+            # Get prediction using FightPredictor
+            f1_prob, f2_prob, details = self.predictor.get_prediction(
+                fighter1, 
+                fighter2, 
+                verbose=True
+            )
+            
+            if f1_prob is None:
+                return {"error": "Prediction failed"}
 
-        # Get predictions
-        prediction = self.model.predict(input_data)
-        return {
-            "fighter1_win_probability": float(prediction[0][0]),
-            "fighter2_win_probability": float(1 - prediction[0][0]),
-        }
+            return {
+                "fighter1": fighter1,
+                "fighter2": fighter2,
+                "fighter1_win_probability": f1_prob,
+                "fighter2_win_probability": f2_prob,
+                "details": details
+            }
+            
+        except Exception as e:
+            return {"error": str(e)}

predictor.py

@@ -0,0 +1,148 @@
+import numpy as np
+import pandas as pd
+from sklearn.preprocessing import MinMaxScaler
+from typing import Tuple, Dict, Optional
+import pandas as pd
+
+from config import (
+    FIGHT_STATS_PATH,
+    FIGHTER_STATS_PATH,
+    FIGHTER_DETAILS_PATH,
+    MODEL_DATA_PATH
+)
+
+class FightPredictor:
+    def __init__(self, model):
+        self.model = model
+        self._load_data()
+    
+    def _load_data(self):
+        """Load required datasets"""
+        self.df = pd.read_csv(FIGHT_STATS_PATH)
+        self.df_fighters = pd.read_csv(FIGHTER_STATS_PATH)
+        self.df_fighters_details = pd.read_csv(FIGHTER_DETAILS_PATH, parse_dates=['DOB'])
+        self.df_model = pd.read_csv(MODEL_DATA_PATH, parse_dates=True)
+        
+        # Calculate ages
+        today = pd.Timestamp.today()
+        self.df_fighters_details['AGE'] = self.df_fighters_details['DOB'].apply(
+            lambda x: (today - pd.Timestamp(x)).days / 365.25
+        ).round(1)
+    
+    def _validate_fighters(self, f1: str, f2: str):
+        """Validate that both fighters exist in dataset"""
+        for fighter in [f1, f2]:
+            if fighter not in self.df_fighters['FIGHTER'].values:
+                raise ValueError(f"Fighter '{fighter}' not found in database")
+    
+    def _get_fighter_stats(self, f1: str, f2: str, verbose: bool) -> Tuple[np.ndarray, Dict]:
+        """Get fighter statistics and compute input features"""
+        f1_df = self.df_fighters.loc[self.df_fighters['FIGHTER'] == f1]
+        f2_df = self.df_fighters.loc[self.df_fighters['FIGHTER'] == f2]
+        
+        # Compute age difference
+        agediff = (
+            self.df_fighters_details[self.df_fighters_details['FIGHTER'] == f1]['AGE'].values[0] -
+            self.df_fighters_details[self.df_fighters_details['FIGHTER'] == f2]['AGE'].values[0]
+        )
+        
+        # Collect form scores and fight stats
+        form_scores = [f1_df['form_skore_fighter'].values[0], f2_df['form_skore_fighter'].values[0]]
+        no_of_fights = [f1_df['Fights'].values[0], f2_df['Fights'].values[0]]
+        W_D_NC = (
+            f1_df[['Win', 'DRAW', 'No_contest']].values.tolist()[0] +
+            f2_df[['Win', 'DRAW', 'No_contest']].values.tolist()[0]
+        )
+        
+        # Process stats
+        stats_f1, stats_f2 = [], []
+        for col in self.df_fighters.columns[10:]:
+            splited = col.split('_')
+            if 'CTRL' in splited:
+                stats_f1.append((f1_df[col] / f1_df['TotalTime']).values[0])
+                stats_f2.append((f2_df[col] / f2_df['TotalTime']).values[0])
+            if 'attemps' in splited:
+                stats_f1.append((f1_df[col.replace('attemps', 'landed')] / f1_df[col]).values[0])
+                stats_f1.append((f1_df[col.replace('attemps', 'landed')] / f1_df['TotalTime']).values[0] * 300)
+                stats_f2.append((f2_df[col.replace('attemps', 'landed')] / f2_df[col]).values[0])
+                stats_f2.append((f2_df[col.replace('attemps', 'landed')] / f2_df['TotalTime']).values[0] * 300)
+        
+        stats_list = stats_f1 + stats_f2
+        
+        # Prepare input array
+        vstup = np.array([1] + 
+            [f1_df.iloc[0][col] - f2_df.iloc[0][col] for col in ['HEIGHT_fighter', 'REACH_fighter']] + 
+            [agediff] + form_scores + no_of_fights + W_D_NC + stats_list
+        )
+        
+        # Prepare details dict if verbose
+        details = {}
+        if verbose:
+            details = {
+                "age_difference": f"{agediff:.1f}",
+                f"{f1}_form_score": f"{form_scores[0]:.2f}",
+                f"{f2}_form_score": f"{form_scores[1]:.2f}",
+                f"{f1}_total_fights": int(no_of_fights[0]),
+                f"{f2}_total_fights": int(no_of_fights[1])
+            }
+        
+        return vstup, details
+    
+    def _scale_input(self, vstup: np.ndarray) -> np.ndarray:
+        """Scale input features"""
+        scaler = MinMaxScaler(feature_range=(0, 1))
+        combined_df = pd.concat(
+            [self.df_model, pd.DataFrame([vstup], columns=self.df_model.columns)], 
+            ignore_index=True
+        )
+        vstup_scaled = scaler.fit_transform(combined_df.iloc[:, 1:])[-200:, :]
+        return np.nan_to_num(vstup_scaled)
+    
+    def get_prediction(self, f1: str, f2: str, verbose: bool = False) -> Optional[Tuple[float, float, Dict]]:
+        """
+        Generate fight prediction between two fighters
+        
+        Args:
+            f1: Name of first fighter
+            f2: Name of second fighter
+            verbose: Whether to return additional details
+            
+        Returns:
+            Tuple of (fighter1_win_probability, fighter2_win_probability, details_dict)
+            Returns None if prediction fails
+        """
+        try:
+            # Validate fighters exist
+            self._validate_fighters(f1, f2)
+            
+            # Get fighter stats and scale input
+            vstup, details = self._get_fighter_stats(f1, f2, verbose)
+            vstup_scaled = self._scale_input(vstup)
+            
+            # Reshape for prediction
+            new_data = np.reshape(vstup_scaled, (1, 200, vstup_scaled.shape[1]))
+            
+            # Make predictions both ways and average
+            pred_1 = self.model.predict(new_data, verbose=0)
+            
+            # Get reverse prediction
+            vstup_rev, _ = self._get_fighter_stats(f2, f1, False)
+            vstup_rev_scaled = self._scale_input(vstup_rev)
+            new_data_rev = np.reshape(vstup_rev_scaled, (1, 200, vstup_rev_scaled.shape[1]))
+            pred_2 = self.model.predict(new_data_rev, verbose=0)
+            
+            # Calculate final probability (as decimal between 0 and 1)
+            f1_prob = float(((1 - pred_1) + pred_2) / 2)
+            f2_prob = round(1 - f1_prob, 4)
+            f1_prob = round(f1_prob, 4)
+            
+            # Add probability percentages to details if verbose
+            if verbose:
+                details["fighter1_win_percentage"] = f"{f1_prob * 100:.2f}%"
+                details["fighter2_win_percentage"] = f"{f2_prob * 100:.2f}%"
+            
+            return f1_prob, f2_prob, details
+            
+        except Exception as e:
+            print(f"Prediction failed: {str(e)}")
+            return None 

preprocessing/archiv/df_odds.csv

@@ -0,0 +1,166 @@
+fighter1,fighter2,odds_f1,odds_f2,bookmaker
+Jesus Santos Aguilar,Tatsuro Taira,7.75,1.1,SuperBook
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,Unibet
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,Barstool Sportsbook
+Jesus Santos Aguilar,Tatsuro Taira,9.0,1.08,LowVig.ag
+Jesus Santos Aguilar,Tatsuro Taira,8.5,1.07,Bovada
+Jesus Santos Aguilar,Tatsuro Taira,8.0,1.09,William Hill (US)
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,SugarHouse
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,BetRivers
+Jesus Santos Aguilar,Tatsuro Taira,7.5,1.1,TwinSpires
+Anshul Jubli,Jeka Saragih,1.83,1.97,Barstool Sportsbook
+Anshul Jubli,Jeka Saragih,1.83,1.97,SugarHouse
+Anshul Jubli,Jeka Saragih,1.83,2.0,William Hill (US)
+Anshul Jubli,Jeka Saragih,1.9,1.92,LowVig.ag
+Anshul Jubli,Jeka Saragih,1.83,1.97,BetRivers
+Anshul Jubli,Jeka Saragih,1.83,2.0,SuperBook
+Anshul Jubli,Jeka Saragih,1.83,1.97,Unibet
+Anshul Jubli,Jeka Saragih,1.83,1.97,TwinSpires
+Anshul Jubli,Jeka Saragih,1.87,1.95,DraftKings
+Anshul Jubli,Jeka Saragih,1.87,1.95,Bovada
+Denis Tiuliulin,Jun Yong Park,2.8,1.48,LowVig.ag
+Denis Tiuliulin,Jun Yong Park,2.65,1.51,William Hill (US)
+Denis Tiuliulin,Jun Yong Park,2.75,1.49,DraftKings
+Denis Tiuliulin,Jun Yong Park,2.75,1.5,SuperBook
+Denis Tiuliulin,Jun Yong Park,2.7,1.48,Bovada
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,BetRivers
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,SugarHouse
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,TwinSpires
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,Unibet
+Denis Tiuliulin,Jun Yong Park,2.63,1.49,Barstool Sportsbook
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,Barstool Sportsbook
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,SugarHouse
+Hyun Sung Park,Seung Guk Choi,1.5,2.7,William Hill (US)
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,TwinSpires
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,BetRivers
+Hyun Sung Park,Seung Guk Choi,1.51,2.55,Unibet
+Hyun Sung Park,Seung Guk Choi,1.5,2.55,Bovada
+Hyun Sung Park,Seung Guk Choi,1.55,2.57,LowVig.ag
+Hyun Sung Park,Seung Guk Choi,1.53,2.6,DraftKings
+Jeongyoung Lee,Yi Zha,1.42,3.0,William Hill (US)
+Jeongyoung Lee,Yi Zha,1.4,3.0,SugarHouse
+Jeongyoung Lee,Yi Zha,1.4,3.0,TwinSpires
+Jeongyoung Lee,Yi Zha,1.4,3.0,BetRivers
+Jeongyoung Lee,Yi Zha,1.4,3.0,Barstool Sportsbook
+Jeongyoung Lee,Yi Zha,1.4,3.0,Unibet
+Jeongyoung Lee,Yi Zha,1.4,3.11,LowVig.ag
+Ji Yeon Kim,Mandy Böhm,1.38,3.25,SuperBook
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,Unibet
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,Barstool Sportsbook
+Ji Yeon Kim,Mandy Böhm,1.39,3.15,LowVig.ag
+Ji Yeon Kim,Mandy Böhm,1.39,3.15,DraftKings
+Ji Yeon Kim,Mandy Böhm,1.36,3.12,Bovada
+Ji Yeon Kim,Mandy Böhm,1.38,3.1,William Hill (US)
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,SugarHouse
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,BetRivers
+Ji Yeon Kim,Mandy Böhm,1.35,3.2,TwinSpires
+Adam Fugitt,Yusaku Kinoshita,3.4,1.32,Bovada
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,SugarHouse
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,TwinSpires
+Adam Fugitt,Yusaku Kinoshita,3.7,1.31,LowVig.ag
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,Barstool Sportsbook
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,BetRivers
+Adam Fugitt,Yusaku Kinoshita,3.3,1.37,SuperBook
+Adam Fugitt,Yusaku Kinoshita,3.2,1.35,Unibet
+Adam Fugitt,Yusaku Kinoshita,3.5,1.33,DraftKings
+Blagoy Ivanov,Marcin Tybura,2.3,1.67,SuperBook
+Blagoy Ivanov,Marcin Tybura,2.26,1.69,LowVig.ag
+Blagoy Ivanov,Marcin Tybura,2.25,1.67,Bovada
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,BetRivers
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,SugarHouse
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,TwinSpires
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,Unibet
+Blagoy Ivanov,Marcin Tybura,2.25,1.64,Barstool Sportsbook
+Da Un Jung,Devin Clark,1.42,3.0,SuperBook
+Da Un Jung,Devin Clark,1.52,2.68,LowVig.ag
+Da Un Jung,Devin Clark,1.47,2.85,DraftKings
+Da Un Jung,Devin Clark,1.45,2.78,Bovada
+Da Un Jung,Devin Clark,1.42,2.88,BetRivers
+Da Un Jung,Devin Clark,1.42,2.88,SugarHouse
+Da Un Jung,Devin Clark,1.42,2.88,TwinSpires
+Da Un Jung,Devin Clark,1.42,2.88,Unibet
+Da Un Jung,Devin Clark,1.42,2.88,Barstool Sportsbook
+Derrick Lewis,Sergey Spivak,2.9,1.45,SuperBook
+Derrick Lewis,Sergey Spivak,2.95,1.43,DraftKings
+Derrick Lewis,Sergey Spivak,2.9,1.38,Bovada
+Derrick Lewis,Sergey Spivak,2.85,1.43,BetRivers
+Derrick Lewis,Sergey Spivak,2.85,1.43,SugarHouse
+Derrick Lewis,Sergey Spivak,2.85,1.43,TwinSpires
+Derrick Lewis,Sergey Spivak,2.85,1.43,Unibet
+Derrick Lewis,Sergey Spivak,2.85,1.43,Barstool Sportsbook
+Dooho Choi,Kyle Nelson,1.54,2.65,SuperBook
+Dooho Choi,Kyle Nelson,1.55,2.57,LowVig.ag
+Dooho Choi,Kyle Nelson,1.53,2.6,DraftKings
+Dooho Choi,Kyle Nelson,1.53,2.55,Bovada
+Dooho Choi,Kyle Nelson,1.55,2.48,BetRivers
+Dooho Choi,Kyle Nelson,1.55,2.48,SugarHouse
+Dooho Choi,Kyle Nelson,1.55,2.48,TwinSpires
+Dooho Choi,Kyle Nelson,1.55,2.48,Unibet
+Dooho Choi,Kyle Nelson,1.55,2.48,Barstool Sportsbook
+Blake Bilder,Shane Young,2.0,1.83,DraftKings
+Blake Bilder,Shane Young,1.97,1.81,MyBookie.ag
+Blake Bilder,Shane Young,2.0,1.83,SuperBook
+Blake Bilder,Shane Young,2.05,1.8,LowVig.ag
+Blake Bilder,Shane Young,1.97,1.82,Barstool Sportsbook
+Blake Bilder,Shane Young,1.97,1.82,TwinSpires
+Blake Bilder,Shane Young,1.97,1.82,SugarHouse
+Blake Bilder,Shane Young,1.97,1.82,BetRivers
+Blake Bilder,Shane Young,1.97,1.82,Unibet
+Justin Tafa,Parker Porter,1.69,2.25,LowVig.ag
+Justin Tafa,Parker Porter,1.71,2.2,DraftKings
+Justin Tafa,Parker Porter,1.66,2.19,MyBookie.ag
+Justin Tafa,Parker Porter,1.69,2.25,SuperBook
+Justin Tafa,Parker Porter,1.67,2.2,Barstool Sportsbook
+Justin Tafa,Parker Porter,1.67,2.2,SugarHouse
+Justin Tafa,Parker Porter,1.67,2.2,TwinSpires
+Justin Tafa,Parker Porter,1.67,2.2,BetRivers
+Justin Tafa,Parker Porter,1.67,2.2,Unibet
+Jack Della Maddalena,Randy Brown,1.33,3.45,LowVig.ag
+Jack Della Maddalena,Randy Brown,1.33,3.55,DraftKings
+Jack Della Maddalena,Randy Brown,1.3,3.41,MyBookie.ag
+Jack Della Maddalena,Randy Brown,1.32,3.6,SuperBook
+Jack Della Maddalena,Randy Brown,1.29,3.65,Barstool Sportsbook
+Jack Della Maddalena,Randy Brown,1.29,3.65,SugarHouse
+Jack Della Maddalena,Randy Brown,1.29,3.65,TwinSpires
+Jack Della Maddalena,Randy Brown,1.29,3.65,BetRivers
+Jack Della Maddalena,Randy Brown,1.29,3.65,Unibet
+Josh Emmett,Yair Rodriguez,2.35,1.65,LowVig.ag
+Josh Emmett,Yair Rodriguez,2.35,1.65,DraftKings
+Josh Emmett,Yair Rodriguez,2.26,1.62,MyBookie.ag
+Josh Emmett,Yair Rodriguez,2.35,1.65,SuperBook
+Josh Emmett,Yair Rodriguez,2.32,1.61,TwinSpires
+Josh Emmett,Yair Rodriguez,2.32,1.61,Barstool Sportsbook
+Josh Emmett,Yair Rodriguez,2.32,1.61,BetRivers
+Josh Emmett,Yair Rodriguez,2.32,1.61,Unibet
+Josh Emmett,Yair Rodriguez,2.32,1.61,SugarHouse
+Alex Volkanovski,Islam Makhachev,3.95,1.28,LowVig.ag
+Alex Volkanovski,Islam Makhachev,3.75,1.28,Barstool Sportsbook
+Alex Volkanovski,Islam Makhachev,3.75,1.28,BetRivers
+Alex Volkanovski,Islam Makhachev,3.75,1.28,Unibet
+Alex Volkanovski,Islam Makhachev,3.75,1.28,TwinSpires
+Alex Volkanovski,Islam Makhachev,3.75,1.28,SugarHouse
+Alex Volkanovski,Islam Makhachev,4.0,1.27,DraftKings
+Alex Volkanovski,Islam Makhachev,3.62,1.28,MyBookie.ag
+Alex Volkanovski,Islam Makhachev,3.9,1.29,SuperBook
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,Barstool Sportsbook
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,TwinSpires
+Alexa Grasso,Valentina Shevchenko,5.25,1.17,LowVig.ag
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,SugarHouse
+Alexa Grasso,Valentina Shevchenko,5.1,1.17,BetRivers
+Ciryl Gane,Jon Jones,2.15,1.74,LowVig.ag
+Ciryl Gane,Jon Jones,2.05,1.8,DraftKings
+Ciryl Gane,Jon Jones,2.1,1.73,Barstool Sportsbook
+Ciryl Gane,Jon Jones,2.1,1.73,BetRivers
+Ciryl Gane,Jon Jones,2.1,1.73,SugarHouse
+Ciryl Gane,Jon Jones,2.1,1.73,TwinSpires
+Kamaru Usman,Leon Edwards,1.41,2.85,Barstool Sportsbook
+Kamaru Usman,Leon Edwards,1.41,2.85,BetRivers
+Kamaru Usman,Leon Edwards,1.41,2.85,SugarHouse
+Kamaru Usman,Leon Edwards,1.41,2.85,TwinSpires
+Kamaru Usman,Leon Edwards,1.41,3.05,DraftKings
+Alex Pereira,Israel Adesanya,2.14,1.71,Barstool Sportsbook
+Alex Pereira,Israel Adesanya,2.14,1.71,BetRivers
+Alex Pereira,Israel Adesanya,2.14,1.71,TwinSpires
+Alex Pereira,Israel Adesanya,2.14,1.71,SugarHouse
+Alex Pereira,Israel Adesanya,2.35,1.65,DraftKings
+Alex Pereira,Israel Adesanya,2.35,1.65,LowVig.ag